Dataset statistics
| Number of variables | 42 |
|---|---|
| Number of observations | 40586 |
| Missing cells | 281312 |
| Missing cells (%) | 16.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.0 MiB |
| Average record size in memory | 336.0 B |
Variable types
| NUM | 18 |
|---|---|
| CAT | 13 |
| BOOL | 9 |
| DATE | 1 |
| UNSUPPORTED | 1 |
Reproduction
| Analysis started | 2020-08-10 12:14:54.664650 |
|---|---|
| Analysis finished | 2020-08-10 12:16:06.371252 |
| Duration | 1 minute and 11.71 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
location has a high cardinality: 182 distinct values | High cardinality |
iso_code has a high cardinality: 182 distinct values | High cardinality |
total_deaths is highly correlated with total_cases | High correlation |
total_cases is highly correlated with total_deaths | High correlation |
StringencyIndex is highly correlated with C3_Cancel public events and 7 other fields | High correlation |
C3_Cancel public events is highly correlated with StringencyIndex and 3 other fields | High correlation |
StringencyIndexForDisplay is highly correlated with C3_Cancel public events and 7 other fields | High correlation |
StringencyLegacyIndex is highly correlated with C3_Cancel public events and 7 other fields | High correlation |
StringencyLegacyIndexForDisplay is highly correlated with C3_Cancel public events and 7 other fields | High correlation |
GovernmentResponseIndex is highly correlated with StringencyIndex and 6 other fields | High correlation |
GovernmentResponseIndexForDisplay is highly correlated with StringencyIndex and 6 other fields | High correlation |
ContainmentHealthIndex is highly correlated with StringencyIndex and 6 other fields | High correlation |
ContainmentHealthIndexForDisplay is highly correlated with StringencyIndex and 6 other fields | High correlation |
EconomicSupportIndex is highly correlated with E2_Debt/contract relief and 1 other fields | High correlation |
E2_Debt/contract relief is highly correlated with EconomicSupportIndex and 1 other fields | High correlation |
EconomicSupportIndexForDisplay is highly correlated with E2_Debt/contract relief and 1 other fields | High correlation |
C1_School closing has 1603 (3.9%) missing values | Missing |
C1_Flag has 16784 (41.4%) missing values | Missing |
C2_Workplace closing has 1752 (4.3%) missing values | Missing |
C2_Flag has 19088 (47.0%) missing values | Missing |
C3_Cancel public events has 1619 (4.0%) missing values | Missing |
C3_Flag has 16131 (39.7%) missing values | Missing |
C4_Restrictions on gatherings has 1630 (4.0%) missing values | Missing |
C4_Flag has 18094 (44.6%) missing values | Missing |
C5_Close public transport has 1924 (4.7%) missing values | Missing |
C5_Flag has 25468 (62.8%) missing values | Missing |
C6_Stay at home requirements has 1817 (4.5%) missing values | Missing |
C6_Flag has 21359 (52.6%) missing values | Missing |
C7_Restrictions on internal movement has 1956 (4.8%) missing values | Missing |
C7_Flag has 21833 (53.8%) missing values | Missing |
C8_International travel controls has 1368 (3.4%) missing values | Missing |
E1_Income support has 1756 (4.3%) missing values | Missing |
E1_Flag has 24055 (59.3%) missing values | Missing |
E2_Debt/contract relief has 1954 (4.8%) missing values | Missing |
E3_Fiscal measures has 2185 (5.4%) missing values | Missing |
E4_International support has 2165 (5.3%) missing values | Missing |
H1_Public information campaigns has 1485 (3.7%) missing values | Missing |
H1_Flag has 9778 (24.1%) missing values | Missing |
H2_Testing policy has 1818 (4.5%) missing values | Missing |
H3_Contact tracing has 1685 (4.2%) missing values | Missing |
H4_Emergency investment in healthcare has 2239 (5.5%) missing values | Missing |
H5_Investment in vaccines has 2244 (5.5%) missing values | Missing |
M1_Wildcard has 40586 (100.0%) missing values | Missing |
total_cases has 10553 (26.0%) missing values | Missing |
total_deaths has 10553 (26.0%) missing values | Missing |
StringencyIndex has 2000 (4.9%) missing values | Missing |
StringencyIndexForDisplay has 1147 (2.8%) missing values | Missing |
StringencyLegacyIndex has 1825 (4.5%) missing values | Missing |
StringencyLegacyIndexForDisplay has 958 (2.4%) missing values | Missing |
GovernmentResponseIndex has 2114 (5.2%) missing values | Missing |
GovernmentResponseIndexForDisplay has 1274 (3.1%) missing values | Missing |
ContainmentHealthIndex has 2024 (5.0%) missing values | Missing |
ContainmentHealthIndexForDisplay has 1178 (2.9%) missing values | Missing |
EconomicSupportIndex has 2074 (5.1%) missing values | Missing |
EconomicSupportIndexForDisplay has 1236 (3.0%) missing values | Missing |
E3_Fiscal measures is highly skewed (γ1 = 88.18897847) | Skewed |
E4_International support is highly skewed (γ1 = 195.4694883) | Skewed |
H4_Emergency investment in healthcare is highly skewed (γ1 = 143.098114) | Skewed |
H5_Investment in vaccines is highly skewed (γ1 = 86.51397488) | Skewed |
location is uniformly distributed | Uniform |
iso_code is uniformly distributed | Uniform |
M1_Wildcard is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
C4_Restrictions on gatherings has 16464 (40.6%) zeros | Zeros |
C8_International travel controls has 9779 (24.1%) zeros | Zeros |
E3_Fiscal measures has 37895 (93.4%) zeros | Zeros |
E4_International support has 38347 (94.5%) zeros | Zeros |
H4_Emergency investment in healthcare has 37981 (93.6%) zeros | Zeros |
H5_Investment in vaccines has 38218 (94.2%) zeros | Zeros |
total_cases has 2768 (6.8%) zeros | Zeros |
total_deaths has 8436 (20.8%) zeros | Zeros |
StringencyIndex has 7028 (17.3%) zeros | Zeros |
StringencyIndexForDisplay has 7028 (17.3%) zeros | Zeros |
StringencyLegacyIndex has 7028 (17.3%) zeros | Zeros |
StringencyLegacyIndexForDisplay has 7028 (17.3%) zeros | Zeros |
GovernmentResponseIndex has 6409 (15.8%) zeros | Zeros |
GovernmentResponseIndexForDisplay has 6409 (15.8%) zeros | Zeros |
ContainmentHealthIndex has 6453 (15.9%) zeros | Zeros |
ContainmentHealthIndexForDisplay has 6453 (15.9%) zeros | Zeros |
EconomicSupportIndex has 17968 (44.3%) zeros | Zeros |
EconomicSupportIndexForDisplay has 18072 (44.5%) zeros | Zeros |
| Distinct count | 182 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 317.1 KiB |
| Ecuador | 223 |
|---|---|
| Liberia | 223 |
| Bolivia | 223 |
| Finland | 223 |
| Angola | 223 |
| Other values (177) |
| Value | Count | Frequency (%) | |
| Ecuador | 223 | 0.5% | |
| Liberia | 223 | 0.5% | |
| Bolivia | 223 | 0.5% | |
| Finland | 223 | 0.5% | |
| Angola | 223 | 0.5% | |
| Austria | 223 | 0.5% | |
| Belgium | 223 | 0.5% | |
| Oman | 223 | 0.5% | |
| Germany | 223 | 0.5% | |
| Mauritania | 223 | 0.5% | |
| Other values (172) | 38356 | 94.5% |
Length
| Max length | 28 |
|---|---|
| Median length | 7 |
| Mean length | 8.241758242 |
| Min length | 4 |
| Distinct count | 182 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 317.1 KiB |
| LSO | 223 |
|---|---|
| COL | 223 |
| SYR | 223 |
| SDN | 223 |
| CRI | 223 |
| Other values (177) |
| Value | Count | Frequency (%) | |
| LSO | 223 | 0.5% | |
| COL | 223 | 0.5% | |
| SYR | 223 | 0.5% | |
| SDN | 223 | 0.5% | |
| CRI | 223 | 0.5% | |
| DEU | 223 | 0.5% | |
| YEM | 223 | 0.5% | |
| TGO | 223 | 0.5% | |
| VNM | 223 | 0.5% | |
| KAZ | 223 | 0.5% | |
| Other values (172) | 38356 | 94.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
date
Date
| Distinct count | 223 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 317.1 KiB |
| Minimum | 2020-01-01 00:00:00 |
|---|---|
| Maximum | 2020-08-10 00:00:00 |
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1603 |
| Missing (%) | 3.9% |
| Memory size | 317.1 KiB |
| 3 | |
|---|---|
| 0 | |
| 2 | |
| 1 | 765 |
| Value | Count | Frequency (%) | |
| 3 | 18403 | 45.3% | |
| 0 | 15181 | 37.4% | |
| 2 | 4634 | 11.4% | |
| 1 | 765 | 1.9% | |
| (Missing) | 1603 | 3.9% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 16784 |
| Missing (%) | 41.4% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | 2409 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 21393 | 52.7% | |
| 0 | 2409 | 5.9% | |
| (Missing) | 16784 | 41.4% |
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1752 |
| Missing (%) | 4.3% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 2 | |
| 3 | |
| 1 | 3253 |
| Value | Count | Frequency (%) | |
| 0 | 17336 | 42.7% | |
| 2 | 12459 | 30.7% | |
| 3 | 5786 | 14.3% | |
| 1 | 3253 | 8.0% | |
| (Missing) | 1752 | 4.3% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 19088 |
| Missing (%) | 47.0% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 17266 | 42.5% | |
| 0 | 4232 | 10.4% | |
| (Missing) | 19088 | 47.0% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1619 |
| Missing (%) | 4.0% |
| Memory size | 317.1 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 | 2926 |
| Value | Count | Frequency (%) | |
| 2 | 21529 | 53.0% | |
| 0 | 14512 | 35.8% | |
| 1 | 2926 | 7.2% | |
| (Missing) | 1619 | 4.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 16131 |
| Missing (%) | 39.7% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | 2293 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 22162 | 54.6% | |
| 0 | 2293 | 5.6% | |
| (Missing) | 16131 | 39.7% |
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1630 |
| Missing (%) | 4.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9161104836225484 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4.0 |
| Zeros | 16464 |
| Zeros (%) | 40.6% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.743476015 |
|---|---|
| Coefficient of variation (CV) | 0.909903698 |
| Kurtosis | -1.776871175 |
| Mean | 1.916110484 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.03203129046 |
| Sum | 74644 |
| Variance | 3.039708614 |
| Value | Count | Frequency (%) | |
| 0 | 16464 | 40.6% | |
| 4 | 10936 | 26.9% | |
| 3 | 8437 | 20.8% | |
| 2 | 2470 | 6.1% | |
| 1 | 649 | 1.6% | |
| (Missing) | 1630 | 4.0% |
| Value | Count | Frequency (%) | |
| 0 | 16464 | 40.6% | |
| 1 | 649 | 1.6% | |
| 2 | 2470 | 6.1% | |
| 3 | 8437 | 20.8% | |
| 4 | 10936 | 26.9% |
| Value | Count | Frequency (%) | |
| 4 | 10936 | 26.9% | |
| 3 | 8437 | 20.8% | |
| 2 | 2470 | 6.1% | |
| 1 | 649 | 1.6% | |
| 0 | 16464 | 40.6% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 18094 |
| Missing (%) | 44.6% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | 2703 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 19789 | 48.8% | |
| 0 | 2703 | 6.7% | |
| (Missing) | 18094 | 44.6% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1924 |
| Missing (%) | 4.7% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 23544 | 58.0% | |
| 1 | 8198 | 20.2% | |
| 2 | 6920 | 17.1% | |
| (Missing) | 1924 | 4.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 25468 |
| Missing (%) | 62.8% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | 4001 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 11117 | 27.4% | |
| 0 | 4001 | 9.9% | |
| (Missing) | 25468 | 62.8% |
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1817 |
| Missing (%) | 4.5% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 2 | |
| 1 | |
| 3 | 2279 |
| Value | Count | Frequency (%) | |
| 0 | 19542 | 48.1% | |
| 2 | 9458 | 23.3% | |
| 1 | 7490 | 18.5% | |
| 3 | 2279 | 5.6% | |
| (Missing) | 1817 | 4.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 21359 |
| Missing (%) | 52.6% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 14624 | 36.0% | |
| 0 | 4603 | 11.3% | |
| (Missing) | 21359 | 52.6% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1956 |
| Missing (%) | 4.8% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 19877 | 49.0% | |
| 2 | 13999 | 34.5% | |
| 1 | 4754 | 11.7% | |
| (Missing) | 1956 | 4.8% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 21833 |
| Missing (%) | 53.8% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 11730 | 28.9% | |
| 0 | 7023 | 17.3% | |
| (Missing) | 21833 | 53.8% |
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1368 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.403207710745066 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4.0 |
| Zeros | 9779 |
| Zeros (%) | 24.1% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.61691183 |
|---|---|
| Coefficient of variation (CV) | 0.6728140157 |
| Kurtosis | -1.386273753 |
| Mean | 2.403207711 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4915990224 |
| Sum | 94249 |
| Variance | 2.614403867 |
| Value | Count | Frequency (%) | |
| 4 | 14660 | 36.1% | |
| 0 | 9779 | 24.1% | |
| 3 | 8600 | 21.2% | |
| 2 | 3630 | 8.9% | |
| 1 | 2549 | 6.3% | |
| (Missing) | 1368 | 3.4% |
| Value | Count | Frequency (%) | |
| 0 | 9779 | 24.1% | |
| 1 | 2549 | 6.3% | |
| 2 | 3630 | 8.9% | |
| 3 | 8600 | 21.2% | |
| 4 | 14660 | 36.1% |
| Value | Count | Frequency (%) | |
| 4 | 14660 | 36.1% | |
| 3 | 8600 | 21.2% | |
| 2 | 3630 | 8.9% | |
| 1 | 2549 | 6.3% | |
| 0 | 9779 | 24.1% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1756 |
| Missing (%) | 4.3% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 22299 | 54.9% | |
| 1 | 9990 | 24.6% | |
| 2 | 6541 | 16.1% | |
| (Missing) | 1756 | 4.3% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 24055 |
| Missing (%) | 59.3% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 9239 | 22.8% | |
| 0 | 7292 | 18.0% | |
| (Missing) | 24055 | 59.3% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1954 |
| Missing (%) | 4.8% |
| Memory size | 317.1 KiB |
| 0 | |
|---|---|
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 20535 | 50.6% | |
| 2 | 9796 | 24.1% | |
| 1 | 8301 | 20.5% | |
| (Missing) | 1954 | 4.8% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 469 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 2185 |
| Missing (%) | 5.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 297398255.6106984 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1957600000000.0 |
| Zeros | 37895 |
| Zeros (%) | 93.4% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1.9576e+12 |
| Range | 1.9576e+12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.533748043e+10 |
|---|---|
| Coefficient of variation (CV) | 51.57219364 |
| Kurtosis | 9183.725402 |
| Mean | 297398255.6 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 88.18897847 |
| Sum | 1.142039041e+13 |
| Variance | 2.352383058e+20 |
| Value | Count | Frequency (%) | |
| 0 | 37895 | 93.4% | |
| 3 | 11 | < 0.1% | |
| 1000000000 | 3 | < 0.1% | |
| 16000000 | 3 | < 0.1% | |
| 10000000 | 3 | < 0.1% | |
| 580000000 | 3 | < 0.1% | |
| 500000000 | 3 | < 0.1% | |
| 9000000 | 3 | < 0.1% | |
| 290000000 | 2 | < 0.1% | |
| 4000000000 | 2 | < 0.1% | |
| Other values (459) | 473 | 1.2% | |
| (Missing) | 2185 | 5.4% |
| Value | Count | Frequency (%) | |
| 0 | 37895 | 93.4% | |
| 0.75 | 1 | < 0.1% | |
| 3 | 11 | < 0.1% | |
| 40 | 1 | < 0.1% | |
| 152 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.9576e+12 | 1 | < 0.1% | |
| 1.192572826e+12 | 1 | < 0.1% | |
| 1.101259575e+12 | 1 | < 0.1% | |
| 9.90863e+11 | 1 | < 0.1% | |
| 7.092759225e+11 | 1 | < 0.1% |
| Distinct count | 65 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 2165 |
| Missing (%) | 5.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23281865.03121678 |
|---|---|
| Minimum | 0.0 |
| Maximum | 834353051822.0 |
| Zeros | 38347 |
| Zeros (%) | 94.5% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8.343530518e+11 |
| Range | 8.343530518e+11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4260658373 |
|---|---|
| Coefficient of variation (CV) | 183.0033104 |
| Kurtosis | 38275.57666 |
| Mean | 23281865.03 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 195.4694883 |
| Sum | 8.945125364e+11 |
| Variance | 1.815320977e+19 |
| Value | Count | Frequency (%) | |
| 0 | 38347 | 94.5% | |
| 5000000 | 5 | < 0.1% | |
| 20000000 | 2 | < 0.1% | |
| 1000000 | 2 | < 0.1% | |
| 30000000 | 2 | < 0.1% | |
| 10000000 | 2 | < 0.1% | |
| 40000000 | 2 | < 0.1% | |
| 100000000 | 2 | < 0.1% | |
| 465133140 | 1 | < 0.1% | |
| 91481 | 1 | < 0.1% | |
| Other values (55) | 55 | 0.1% | |
| (Missing) | 2165 | 5.3% |
| Value | Count | Frequency (%) | |
| 0 | 38347 | 94.5% | |
| 0.56 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 50 | 1 | < 0.1% | |
| 15000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.343530518e+11 | 1 | < 0.1% | |
| 3.4e+10 | 1 | < 0.1% | |
| 1.2e+10 | 1 | < 0.1% | |
| 2700000000 | 1 | < 0.1% | |
| 2458012369 | 1 | < 0.1% |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1485 |
| Missing (%) | 3.7% |
| Memory size | 317.1 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 | 2905 |
| Value | Count | Frequency (%) | |
| 2 | 27903 | 68.8% | |
| 0 | 8293 | 20.4% | |
| 1 | 2905 | 7.2% | |
| (Missing) | 1485 | 3.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 9778 |
| Missing (%) | 24.1% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | 292 |
| (Missing) |
| Value | Count | Frequency (%) | |
| 1 | 30516 | 75.2% | |
| 0 | 292 | 0.7% | |
| (Missing) | 9778 | 24.1% |
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1818 |
| Missing (%) | 4.5% |
| Memory size | 317.1 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 1 | 14024 | 34.6% | |
| 0 | 10826 | 26.7% | |
| 2 | 9181 | 22.6% | |
| 3 | 4737 | 11.7% | |
| (Missing) | 1818 | 4.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1685 |
| Missing (%) | 4.2% |
| Memory size | 317.1 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 15023 | 37.0% | |
| 0 | 13734 | 33.8% | |
| 1 | 10144 | 25.0% | |
| (Missing) | 1685 | 4.2% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 277 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 2239 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16306356.828597281 |
|---|---|
| Minimum | 0.0 |
| Maximum | 242400000000.0 |
| Zeros | 37981 |
| Zeros (%) | 93.6% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2.424e+11 |
| Range | 2.424e+11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1419548593 |
|---|---|
| Coefficient of variation (CV) | 87.05492023 |
| Kurtosis | 22981.36438 |
| Mean | 16306356.83 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 143.098114 |
| Sum | 6.252998653e+11 |
| Variance | 2.015118208e+18 |
| Value | Count | Frequency (%) | |
| 0 | 37981 | 93.6% | |
| 35 | 39 | 0.1% | |
| 562 | 20 | < 0.1% | |
| 20.7 | 10 | < 0.1% | |
| 100000000 | 4 | < 0.1% | |
| 1000000 | 3 | < 0.1% | |
| 2000000 | 3 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 6000000 | 2 | < 0.1% | |
| 5000000 | 2 | < 0.1% | |
| Other values (267) | 280 | 0.7% | |
| (Missing) | 2239 | 5.5% |
| Value | Count | Frequency (%) | |
| 0 | 37981 | 93.6% | |
| 0.01 | 1 | < 0.1% | |
| 0.03 | 1 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2.424e+11 | 1 | < 0.1% | |
| 1e+11 | 1 | < 0.1% | |
| 6.29977238e+10 | 1 | < 0.1% | |
| 5.7458e+10 | 1 | < 0.1% | |
| 1.935477804e+10 | 1 | < 0.1% |
| Distinct count | 63 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 2244 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 483928.9860179438 |
|---|---|
| Minimum | 0.0 |
| Maximum | 3435342491.0 |
| Zeros | 38218 |
| Zeros (%) | 94.2% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3435342491 |
| Range | 3435342491 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 26206874.87 |
|---|---|
| Coefficient of variation (CV) | 54.15438137 |
| Kurtosis | 9314.470355 |
| Mean | 483928.986 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 86.51397488 |
| Sum | 1.855480518e+10 |
| Variance | 6.868002903e+14 |
| Value | Count | Frequency (%) | |
| 0 | 38218 | 94.2% | |
| 1 | 43 | 0.1% | |
| 191 | 21 | 0.1% | |
| 1085695 | 1 | < 0.1% | |
| 1600000000 | 1 | < 0.1% | |
| 1733514 | 1 | < 0.1% | |
| 7473254 | 1 | < 0.1% | |
| 8010337 | 1 | < 0.1% | |
| 826000000 | 1 | < 0.1% | |
| 60000000 | 1 | < 0.1% | |
| Other values (53) | 53 | 0.1% | |
| (Missing) | 2244 | 5.5% |
| Value | Count | Frequency (%) | |
| 0 | 38218 | 94.2% | |
| 1 | 43 | 0.1% | |
| 1.1 | 1 | < 0.1% | |
| 191 | 21 | 0.1% | |
| 246961 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3435342491 | 1 | < 0.1% | |
| 1950000000 | 1 | < 0.1% | |
| 1600000000 | 1 | < 0.1% | |
| 1390000000 | 1 | < 0.1% | |
| 1200000000 | 1 | < 0.1% |
| Distinct count | 11420 |
|---|---|
| Unique (%) | 38.0% |
| Missing | 10553 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32652.055072753305 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4823891.0 |
| Zeros | 2768 |
| Zeros (%) | 6.8% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 35 |
| median | 842 |
| Q3 | 7777 |
| 95-th percentile | 137925.8 |
| Maximum | 4823891 |
| Range | 4823891 |
| Interquartile range (IQR) | 7742 |
Descriptive statistics
| Standard deviation | 189770.8968 |
|---|---|
| Coefficient of variation (CV) | 5.811912798 |
| Kurtosis | 253.1464745 |
| Mean | 32652.05507 |
| Median Absolute Deviation (MAD) | 841 |
| Skewness | 14.25661398 |
| Sum | 980639170 |
| Variance | 3.601299326e+10 |
| Value | Count | Frequency (%) | |
| 0 | 2768 | 6.8% | |
| 1 | 557 | 1.4% | |
| 3 | 393 | 1.0% | |
| 2 | 279 | 0.7% | |
| 11 | 260 | 0.6% | |
| 8 | 251 | 0.6% | |
| 18 | 245 | 0.6% | |
| 13 | 229 | 0.6% | |
| 10 | 214 | 0.5% | |
| 16 | 194 | 0.5% | |
| Other values (11410) | 24643 | 60.7% | |
| (Missing) | 10553 | 26.0% |
| Value | Count | Frequency (%) | |
| 0 | 2768 | 6.8% | |
| 1 | 557 | 1.4% | |
| 2 | 279 | 0.7% | |
| 3 | 393 | 1.0% | |
| 4 | 159 | 0.4% |
| Value | Count | Frequency (%) | |
| 4823891 | 1 | < 0.1% | |
| 4771087 | 1 | < 0.1% | |
| 4713562 | 1 | < 0.1% | |
| 4667955 | 1 | < 0.1% | |
| 4620444 | 1 | < 0.1% |
| Distinct count | 3867 |
|---|---|
| Unique (%) | 12.9% |
| Missing | 10553 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1641.5632803915694 |
|---|---|
| Minimum | 0.0 |
| Maximum | 158256.0 |
| Zeros | 8436 |
| Zeros (%) | 20.8% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 13 |
| Q3 | 164 |
| 95-th percentile | 6030.4 |
| Maximum | 158256 |
| Range | 158256 |
| Interquartile range (IQR) | 164 |
Descriptive statistics
| Standard deviation | 8726.247534 |
|---|---|
| Coefficient of variation (CV) | 5.315815502 |
| Kurtosis | 131.8026564 |
| Mean | 1641.56328 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 10.28075071 |
| Sum | 49301070 |
| Variance | 76147396.02 |
| Value | Count | Frequency (%) | |
| 0 | 8436 | 20.8% | |
| 1 | 1482 | 3.7% | |
| 2 | 776 | 1.9% | |
| 3 | 657 | 1.6% | |
| 10 | 554 | 1.4% | |
| 5 | 495 | 1.2% | |
| 4 | 477 | 1.2% | |
| 9 | 395 | 1.0% | |
| 6 | 391 | 1.0% | |
| 7 | 385 | 0.9% | |
| Other values (3857) | 15985 | 39.4% | |
| (Missing) | 10553 | 26.0% |
| Value | Count | Frequency (%) | |
| 0 | 8436 | 20.8% | |
| 1 | 1482 | 3.7% | |
| 2 | 776 | 1.9% | |
| 3 | 657 | 1.6% | |
| 4 | 477 | 1.2% |
| Value | Count | Frequency (%) | |
| 158256 | 1 | < 0.1% | |
| 156806 | 1 | < 0.1% | |
| 155403 | 1 | < 0.1% | |
| 154860 | 1 | < 0.1% | |
| 154447 | 1 | < 0.1% |
| Distinct count | 162 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 2000 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.66040791997097 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 7028 |
| Zeros (%) | 17.3% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.11 |
| median | 52.78 |
| Q3 | 77.78 |
| 95-th percentile | 93.52 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 66.67 |
Descriptive statistics
| Standard deviation | 33.8393179 |
|---|---|
| Coefficient of variation (CV) | 0.7252255051 |
| Kurtosis | -1.491703299 |
| Mean | 46.66040792 |
| Median Absolute Deviation (MAD) | 30.55 |
| Skewness | -0.1482600605 |
| Sum | 1800438.5 |
| Variance | 1145.099436 |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 11.11 | 1343 | 3.3% | |
| 13.89 | 833 | 2.1% | |
| 19.44 | 817 | 2.0% | |
| 5.56 | 809 | 2.0% | |
| 2.78 | 783 | 1.9% | |
| 80.56 | 730 | 1.8% | |
| 96.3 | 676 | 1.7% | |
| 93.52 | 642 | 1.6% | |
| 8.33 | 606 | 1.5% | |
| Other values (152) | 24319 | 59.9% | |
| (Missing) | 2000 | 4.9% |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 1.85 | 3 | < 0.1% | |
| 2.78 | 783 | 1.9% | |
| 5.56 | 809 | 2.0% | |
| 8.33 | 606 | 1.5% |
| Value | Count | Frequency (%) | |
| 100 | 438 | 1.1% | |
| 98.15 | 1 | < 0.1% | |
| 97.22 | 77 | 0.2% | |
| 96.3 | 676 | 1.7% | |
| 95.37 | 15 | < 0.1% |
| Distinct count | 162 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 1147 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.87210096604883 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 7028 |
| Zeros (%) | 17.3% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.11 |
| median | 52.78 |
| Q3 | 77.78 |
| 95-th percentile | 93.52 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 66.67 |
Descriptive statistics
| Standard deviation | 33.62576465 |
|---|---|
| Coefficient of variation (CV) | 0.7173940139 |
| Kurtosis | -1.4745649 |
| Mean | 46.87210097 |
| Median Absolute Deviation (MAD) | 30.09 |
| Skewness | -0.1606639567 |
| Sum | 1848588.79 |
| Variance | 1130.692048 |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 11.11 | 1350 | 3.3% | |
| 13.89 | 833 | 2.1% | |
| 19.44 | 822 | 2.0% | |
| 5.56 | 809 | 2.0% | |
| 2.78 | 783 | 1.9% | |
| 80.56 | 748 | 1.8% | |
| 96.3 | 677 | 1.7% | |
| 93.52 | 649 | 1.6% | |
| 77.78 | 614 | 1.5% | |
| Other values (152) | 25126 | 61.9% | |
| (Missing) | 1147 | 2.8% |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 1.85 | 3 | < 0.1% | |
| 2.78 | 783 | 1.9% | |
| 5.56 | 809 | 2.0% | |
| 8.33 | 606 | 1.5% |
| Value | Count | Frequency (%) | |
| 100 | 438 | 1.1% | |
| 98.15 | 1 | < 0.1% | |
| 97.22 | 77 | 0.2% | |
| 96.3 | 677 | 1.7% | |
| 95.37 | 15 | < 0.1% |
| Distinct count | 148 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 1825 |
| Missing (%) | 4.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.9031758726555 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 7028 |
| Zeros (%) | 17.3% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14.29 |
| median | 63.1 |
| Q3 | 83.33 |
| 95-th percentile | 96.43 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 69.04 |
Descriptive statistics
| Standard deviation | 35.37541783 |
|---|---|
| Coefficient of variation (CV) | 0.6815655735 |
| Kurtosis | -1.44987837 |
| Mean | 51.90317587 |
| Median Absolute Deviation (MAD) | 27.39 |
| Skewness | -0.3211475245 |
| Sum | 2011819 |
| Variance | 1251.420187 |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 91.67 | 1888 | 4.7% | |
| 96.43 | 1358 | 3.3% | |
| 88.1 | 1300 | 3.2% | |
| 100 | 1294 | 3.2% | |
| 83.33 | 1248 | 3.1% | |
| 14.29 | 1078 | 2.7% | |
| 77.38 | 860 | 2.1% | |
| 86.9 | 776 | 1.9% | |
| 25 | 762 | 1.9% | |
| Other values (138) | 21169 | 52.2% | |
| (Missing) | 1825 | 4.5% |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 3.57 | 702 | 1.7% | |
| 4.76 | 84 | 0.2% | |
| 7.14 | 186 | 0.5% | |
| 9.52 | 683 | 1.7% |
| Value | Count | Frequency (%) | |
| 100 | 1294 | 3.2% | |
| 96.43 | 1358 | 3.3% | |
| 95.24 | 740 | 1.8% | |
| 92.86 | 420 | 1.0% | |
| 91.67 | 1888 | 4.7% |
| Distinct count | 148 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 958 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.16057131321288 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 7028 |
| Zeros (%) | 17.3% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14.29 |
| median | 63.81 |
| Q3 | 83.33 |
| 95-th percentile | 96.43 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 69.04 |
Descriptive statistics
| Standard deviation | 35.13095436 |
|---|---|
| Coefficient of variation (CV) | 0.6735155209 |
| Kurtosis | -1.425361949 |
| Mean | 52.16057131 |
| Median Absolute Deviation (MAD) | 26.67 |
| Skewness | -0.3373791504 |
| Sum | 2067019.12 |
| Variance | 1234.183954 |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 91.67 | 1906 | 4.7% | |
| 96.43 | 1375 | 3.4% | |
| 88.1 | 1320 | 3.3% | |
| 100 | 1294 | 3.2% | |
| 83.33 | 1279 | 3.2% | |
| 14.29 | 1078 | 2.7% | |
| 77.38 | 899 | 2.2% | |
| 86.9 | 793 | 2.0% | |
| 25 | 767 | 1.9% | |
| Other values (138) | 21889 | 53.9% | |
| (Missing) | 958 | 2.4% |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 17.3% | |
| 3.57 | 702 | 1.7% | |
| 4.76 | 84 | 0.2% | |
| 7.14 | 186 | 0.5% | |
| 9.52 | 683 | 1.7% |
| Value | Count | Frequency (%) | |
| 100 | 1294 | 3.2% | |
| 96.43 | 1375 | 3.4% | |
| 95.24 | 740 | 1.8% | |
| 92.86 | 432 | 1.1% | |
| 91.67 | 1906 | 4.7% |
| Distinct count | 221 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 2114 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.905698170097736 |
|---|---|
| Minimum | 0.0 |
| Maximum | 96.15 |
| Zeros | 6409 |
| Zeros (%) | 15.8% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.62 |
| median | 53.21 |
| Q3 | 69.87 |
| 95-th percentile | 83.33 |
| Maximum | 96.15 |
| Range | 96.15 |
| Interquartile range (IQR) | 60.25 |
Descriptive statistics
| Standard deviation | 30.34739622 |
|---|---|
| Coefficient of variation (CV) | 0.6911949357 |
| Kurtosis | -1.444923518 |
| Mean | 43.90569817 |
| Median Absolute Deviation (MAD) | 23.07 |
| Skewness | -0.292898378 |
| Sum | 1689140.02 |
| Variance | 920.9644575 |
| Value | Count | Frequency (%) | |
| 0 | 6409 | 15.8% | |
| 3.85 | 750 | 1.8% | |
| 7.69 | 619 | 1.5% | |
| 74.36 | 586 | 1.4% | |
| 64.74 | 505 | 1.2% | |
| 1.92 | 504 | 1.2% | |
| 80.77 | 500 | 1.2% | |
| 67.31 | 493 | 1.2% | |
| 71.15 | 450 | 1.1% | |
| 68.59 | 436 | 1.1% | |
| Other values (211) | 27220 | 67.1% | |
| (Missing) | 2114 | 5.2% |
| Value | Count | Frequency (%) | |
| 0 | 6409 | 15.8% | |
| 1.92 | 504 | 1.2% | |
| 2.56 | 271 | 0.7% | |
| 3.85 | 750 | 1.8% | |
| 4.49 | 92 | 0.2% |
| Value | Count | Frequency (%) | |
| 96.15 | 29 | 0.1% | |
| 94.87 | 17 | < 0.1% | |
| 93.59 | 14 | < 0.1% | |
| 92.95 | 25 | 0.1% | |
| 92.31 | 18 | < 0.1% |
| Distinct count | 221 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 1274 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.19981176231176 |
|---|---|
| Minimum | 0.0 |
| Maximum | 96.15 |
| Zeros | 6409 |
| Zeros (%) | 15.8% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10.26 |
| median | 53.53 |
| Q3 | 69.87 |
| 95-th percentile | 83.33 |
| Maximum | 96.15 |
| Range | 96.15 |
| Interquartile range (IQR) | 59.61 |
Descriptive statistics
| Standard deviation | 30.16333412 |
|---|---|
| Coefficient of variation (CV) | 0.6824312801 |
| Kurtosis | -1.42048789 |
| Mean | 44.19981176 |
| Median Absolute Deviation (MAD) | 22.75 |
| Skewness | -0.313451271 |
| Sum | 1737583 |
| Variance | 909.8267254 |
| Value | Count | Frequency (%) | |
| 0 | 6409 | 15.8% | |
| 3.85 | 750 | 1.8% | |
| 7.69 | 619 | 1.5% | |
| 74.36 | 606 | 1.5% | |
| 64.74 | 519 | 1.3% | |
| 80.77 | 509 | 1.3% | |
| 67.31 | 505 | 1.2% | |
| 1.92 | 504 | 1.2% | |
| 68.59 | 454 | 1.1% | |
| 71.15 | 450 | 1.1% | |
| Other values (211) | 27987 | 69.0% | |
| (Missing) | 1274 | 3.1% |
| Value | Count | Frequency (%) | |
| 0 | 6409 | 15.8% | |
| 1.92 | 504 | 1.2% | |
| 2.56 | 271 | 0.7% | |
| 3.85 | 750 | 1.8% | |
| 4.49 | 92 | 0.2% |
| Value | Count | Frequency (%) | |
| 96.15 | 29 | 0.1% | |
| 94.87 | 17 | < 0.1% | |
| 93.59 | 14 | < 0.1% | |
| 92.95 | 25 | 0.1% | |
| 92.31 | 18 | < 0.1% |
| Distinct count | 193 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 2024 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.45077200352679 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 6453 |
| Zeros (%) | 15.9% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.36 |
| median | 54.55 |
| Q3 | 75 |
| 95-th percentile | 87.12 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 63.64 |
Descriptive statistics
| Standard deviation | 31.88622242 |
|---|---|
| Coefficient of variation (CV) | 0.6864519371 |
| Kurtosis | -1.432893799 |
| Mean | 46.450772 |
| Median Absolute Deviation (MAD) | 25.75 |
| Skewness | -0.2827990234 |
| Sum | 1791234.67 |
| Variance | 1016.73118 |
| Value | Count | Frequency (%) | |
| 0 | 6453 | 15.9% | |
| 4.55 | 737 | 1.8% | |
| 75 | 633 | 1.6% | |
| 9.09 | 619 | 1.5% | |
| 78.79 | 605 | 1.5% | |
| 84.09 | 593 | 1.5% | |
| 86.36 | 538 | 1.3% | |
| 76.52 | 529 | 1.3% | |
| 2.27 | 509 | 1.3% | |
| 81.82 | 503 | 1.2% | |
| Other values (183) | 26843 | 66.1% | |
| (Missing) | 2024 | 5.0% |
| Value | Count | Frequency (%) | |
| 0 | 6453 | 15.9% | |
| 2.27 | 509 | 1.3% | |
| 3.03 | 278 | 0.7% | |
| 4.55 | 737 | 1.8% | |
| 5.3 | 92 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 27 | 0.1% | |
| 96.97 | 120 | 0.3% | |
| 95.45 | 48 | 0.1% | |
| 94.7 | 4 | < 0.1% | |
| 93.94 | 299 | 0.7% |
| Distinct count | 193 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 1178 |
| Missing (%) | 2.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.717154638652055 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 6453 |
| Zeros (%) | 15.9% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12.12 |
| median | 55.3 |
| Q3 | 75 |
| 95-th percentile | 87.12 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 62.88 |
Descriptive statistics
| Standard deviation | 31.68281602 |
|---|---|
| Coefficient of variation (CV) | 0.6781837692 |
| Kurtosis | -1.409449168 |
| Mean | 46.71715464 |
| Median Absolute Deviation (MAD) | 24.25 |
| Skewness | -0.3003354673 |
| Sum | 1841029.63 |
| Variance | 1003.800831 |
| Value | Count | Frequency (%) | |
| 0 | 6453 | 15.9% | |
| 4.55 | 737 | 1.8% | |
| 75 | 647 | 1.6% | |
| 78.79 | 622 | 1.5% | |
| 9.09 | 619 | 1.5% | |
| 84.09 | 601 | 1.5% | |
| 76.52 | 550 | 1.4% | |
| 86.36 | 546 | 1.3% | |
| 81.82 | 517 | 1.3% | |
| 2.27 | 509 | 1.3% | |
| Other values (183) | 27607 | 68.0% | |
| (Missing) | 1178 | 2.9% |
| Value | Count | Frequency (%) | |
| 0 | 6453 | 15.9% | |
| 2.27 | 509 | 1.3% | |
| 3.03 | 278 | 0.7% | |
| 4.55 | 737 | 1.8% | |
| 5.3 | 92 | 0.2% |
| Value | Count | Frequency (%) | |
| 100 | 27 | 0.1% | |
| 96.97 | 120 | 0.3% | |
| 95.45 | 48 | 0.1% | |
| 94.7 | 4 | < 0.1% | |
| 93.94 | 299 | 0.7% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 2074 |
| Missing (%) | 5.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.396369962609057 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 17968 |
| Zeros (%) | 44.3% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 62.5 |
| 95-th percentile | 87.5 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 62.5 |
Descriptive statistics
| Standard deviation | 33.20322994 |
|---|---|
| Coefficient of variation (CV) | 1.092341947 |
| Kurtosis | -1.079775095 |
| Mean | 30.39636996 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.578195941 |
| Sum | 1170625 |
| Variance | 1102.454478 |
| Value | Count | Frequency (%) | |
| 0 | 17968 | 44.3% | |
| 50 | 4808 | 11.8% | |
| 75 | 3816 | 9.4% | |
| 25 | 3196 | 7.9% | |
| 62.5 | 2437 | 6.0% | |
| 37.5 | 2379 | 5.9% | |
| 87.5 | 1830 | 4.5% | |
| 100 | 1560 | 3.8% | |
| 12.5 | 518 | 1.3% | |
| (Missing) | 2074 | 5.1% |
| Value | Count | Frequency (%) | |
| 0 | 17968 | 44.3% | |
| 12.5 | 518 | 1.3% | |
| 25 | 3196 | 7.9% | |
| 37.5 | 2379 | 5.9% | |
| 50 | 4808 | 11.8% |
| Value | Count | Frequency (%) | |
| 100 | 1560 | 3.8% | |
| 87.5 | 1830 | 4.5% | |
| 75 | 3816 | 9.4% | |
| 62.5 | 2437 | 6.0% | |
| 50 | 4808 | 11.8% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 1236 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.855781448538753 |
|---|---|
| Minimum | 0.0 |
| Maximum | 100.0 |
| Zeros | 18072 |
| Zeros (%) | 44.5% |
| Memory size | 317.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 62.5 |
| 95-th percentile | 87.5 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 62.5 |
Descriptive statistics
| Standard deviation | 33.26639165 |
|---|---|
| Coefficient of variation (CV) | 1.078125074 |
| Kurtosis | -1.104280333 |
| Mean | 30.85578145 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.5548547974 |
| Sum | 1214175 |
| Variance | 1106.652814 |
| Value | Count | Frequency (%) | |
| 0 | 18072 | 44.5% | |
| 50 | 4986 | 12.3% | |
| 75 | 3953 | 9.7% | |
| 25 | 3292 | 8.1% | |
| 62.5 | 2534 | 6.2% | |
| 37.5 | 2453 | 6.0% | |
| 87.5 | 1911 | 4.7% | |
| 100 | 1619 | 4.0% | |
| 12.5 | 530 | 1.3% | |
| (Missing) | 1236 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 18072 | 44.5% | |
| 12.5 | 530 | 1.3% | |
| 25 | 3292 | 8.1% | |
| 37.5 | 2453 | 6.0% | |
| 50 | 4986 | 12.3% |
| Value | Count | Frequency (%) | |
| 100 | 1619 | 4.0% | |
| 87.5 | 1911 | 4.7% | |
| 75 | 3953 | 9.7% | |
| 62.5 | 2534 | 6.2% | |
| 50 | 4986 | 12.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| location | iso_code | date | C1_School closing | C1_Flag | C2_Workplace closing | C2_Flag | C3_Cancel public events | C3_Flag | C4_Restrictions on gatherings | C4_Flag | C5_Close public transport | C5_Flag | C6_Stay at home requirements | C6_Flag | C7_Restrictions on internal movement | C7_Flag | C8_International travel controls | E1_Income support | E1_Flag | E2_Debt/contract relief | E3_Fiscal measures | E4_International support | H1_Public information campaigns | H1_Flag | H2_Testing policy | H3_Contact tracing | H4_Emergency investment in healthcare | H5_Investment in vaccines | M1_Wildcard | total_cases | total_deaths | StringencyIndex | StringencyIndexForDisplay | StringencyLegacyIndex | StringencyLegacyIndexForDisplay | GovernmentResponseIndex | GovernmentResponseIndexForDisplay | ContainmentHealthIndex | ContainmentHealthIndexForDisplay | EconomicSupportIndex | EconomicSupportIndexForDisplay | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aruba | ABW | 2020-01-01 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | Aruba | ABW | 2020-01-02 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | Aruba | ABW | 2020-01-03 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | Aruba | ABW | 2020-01-04 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | Aruba | ABW | 2020-01-05 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | Aruba | ABW | 2020-01-06 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | Aruba | ABW | 2020-01-07 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | Aruba | ABW | 2020-01-08 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 8 | Aruba | ABW | 2020-01-09 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | Aruba | ABW | 2020-01-10 | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | NaN | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 0.0 | NaN | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Last rows
| location | iso_code | date | C1_School closing | C1_Flag | C2_Workplace closing | C2_Flag | C3_Cancel public events | C3_Flag | C4_Restrictions on gatherings | C4_Flag | C5_Close public transport | C5_Flag | C6_Stay at home requirements | C6_Flag | C7_Restrictions on internal movement | C7_Flag | C8_International travel controls | E1_Income support | E1_Flag | E2_Debt/contract relief | E3_Fiscal measures | E4_International support | H1_Public information campaigns | H1_Flag | H2_Testing policy | H3_Contact tracing | H4_Emergency investment in healthcare | H5_Investment in vaccines | M1_Wildcard | total_cases | total_deaths | StringencyIndex | StringencyIndexForDisplay | StringencyLegacyIndex | StringencyLegacyIndexForDisplay | GovernmentResponseIndex | GovernmentResponseIndexForDisplay | ContainmentHealthIndex | ContainmentHealthIndexForDisplay | EconomicSupportIndex | EconomicSupportIndexForDisplay | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40576 | Falkland Islands | FLK | 2020-08-01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 40577 | Falkland Islands | FLK | 2020-08-02 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 40578 | Falkland Islands | FLK | 2020-08-03 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 40579 | Falkland Islands | FLK | 2020-08-04 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40580 | Falkland Islands | FLK | 2020-08-05 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40581 | Falkland Islands | FLK | 2020-08-06 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | 13.0 | 0.0 | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40582 | Falkland Islands | FLK | 2020-08-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40583 | Falkland Islands | FLK | 2020-08-08 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40584 | Falkland Islands | FLK | 2020-08-09 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |
| 40585 | Falkland Islands | FLK | 2020-08-10 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 1.0 | NaN | NaN | NaN | 2.0 | 1.0 | NaN | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 72.22 | NaN | 73.81 | NaN | NaN | NaN | 71.21 | NaN | NaN |